Gürsoy Doĝa, Biçer Tekin, Almer Jonathan D, Kettimuthu Raj, Stock Stuart R, De Carlo Francesco
X-ray Science Division, Advanced Photon Source, Argonne National Laboratory, Lemont, IL, USA
Mathematics and Computer Science Division, Argonne National Laboratory, Lemont, IL, USA.
Philos Trans A Math Phys Eng Sci. 2015 Jun 13;373(2043). doi: 10.1098/rsta.2014.0392.
A maximum a posteriori approach is proposed for X-ray diffraction tomography for reconstructing three-dimensional spatial distribution of crystallographic phases and orientations of polycrystalline materials. The approach maximizes the a posteriori density which includes a Poisson log-likelihood and an a priori term that reinforces expected solution properties such as smoothness or local continuity. The reconstruction method is validated with experimental data acquired from a section of the spinous process of a porcine vertebra collected at the 1-ID-C beamline of the Advanced Photon Source, at Argonne National Laboratory. The reconstruction results show significant improvement in the reduction of aliasing and streaking artefacts, and improved robustness to noise and undersampling compared to conventional analytical inversion approaches. The approach has the potential to reduce data acquisition times, and significantly improve beamtime efficiency.
提出了一种最大后验方法用于X射线衍射断层扫描,以重建多晶材料的晶体相和取向的三维空间分布。该方法使后验密度最大化,后验密度包括泊松对数似然和一个先验项,该先验项增强了预期的解的性质,如平滑度或局部连续性。利用在阿贡国家实验室先进光子源的1-ID-C光束线采集的猪椎棘突切片的实验数据对重建方法进行了验证。与传统的解析反演方法相比,重建结果在减少混叠和条纹伪影方面有显著改进,并且对噪声和欠采样的鲁棒性得到提高。该方法有可能减少数据采集时间,并显著提高束流时间效率。